Neuralake - 复杂数据简单系统.pdf

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1、Neuralink|Confidential|Do Not DistributeNeuralakeSimple systems for complex dataNeuralink|Confidential|Do Not DistributeNeuralakeSimple systems for complex dataNeuralink|Confidential|Do Not DistributeCreate a generalized brain interface to restore autonomy to those with unmet medical needs today and

2、 unlock human potential tomorrow.NEURALINKS MISSIONNeuralink|Confidential|Do Not DistributeInvisible device with all power and compute on headSurgical robot to implant threads with micron precisionNeural decoding software to translate brain signals into useful outputsTHE NEURALINK STACKNeuralink|Con

3、fidential|Do Not DistributeTelepathyBlindsightRESTORE AUTONOMYNeuralink|Confidential|Do Not DistributeData NeuralinkNeuralink|Confidential|Do Not DistributeAND MORECOMPLEX DATA SOURCESHISTOPATHOLOGYMANUFACTURINGBCI SESSIONSSURGERIESNeuralink|Confidential|Do Not DistributeWe need:1.Low-latency stream

4、ing ingestion pipelines.2.Elegant schema versioning and backfilling of large data.3.Easy programmatic access via a Python client.4.Low-code data visualization.5.Seamless access to multiple data stores(e.g.blob stores,relational databases,and google spreadsheets).We want to avoid:1.Java Virtual Machi

5、ne(JVM)overhead must scale down to a single developer machine!2.The overhead of large,stateful distributed clusters(e.g.Apache Hbase or Cassandra).SIMPLE SYSTEMSNeuralink|Confidential|Do Not Distribute1.Ingestion2.Discovery3.AccessNeuralink|Confidential|Do Not Distribute1.Ingestion2.Discovery3.Acces

6、sNeuralink|Confidential|Do Not Distribute1.Ingestion2.Discovery3.AccessNeuralink|Confidential|Do Not DistributeData SourcesOffline Batch WritersLow-Latency WritersDelta Lake,Relational Stores,etc.Data CatalogVisualization ToolsNeuralake Python ClientThe Neuralake Data PlatformData IngestionData Disc